Risk Interaction Matrix Model

{
  "id": "risk-interaction-matrix",
  "numericId": null,
  "path": "/knowledge-base/models/risk-interaction-matrix/",
  "filePath": "knowledge-base/models/risk-interaction-matrix.mdx",
  "title": "Risk Interaction Matrix Model",
  "quality": 65,
  "readerImportance": 85,
  "researchImportance": 86.5,
  "tacticalValue": 58,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Systematic framework for quantifying AI risk interactions, finding 15-25% of risk pairs strongly interact with coefficients +0.2 to +2.0, causing portfolio risk to be 2-3x higher than linear estimates. Multi-risk interventions targeting hub risks (racing-misalignment +0.72 correlation) offer 2-5x better ROI than single-risk approaches, with racing coordination reducing interaction effects by 65%.",
  "description": "Systematic framework analyzing how AI risks amplify, mitigate, or transform each other through synergistic, antagonistic, and cascading effects. Finds 15-25% of risk pairs strongly interact, with portfolio risk 2x higher than linear estimates when interactions are included.",
  "ratings": {
    "focus": 8.5,
    "novelty": 5.5,
    "rigor": 6,
    "concreteness": 7.5,
    "actionability": 7,
    "completeness": 7.5
  },
  "category": "models",
  "subcategory": "dynamics-models",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2614,
    "tableCount": 16,
    "diagramCount": 1,
    "internalLinks": 49,
    "externalLinks": 32,
    "footnoteCount": 0,
    "bulletRatio": 0.07,
    "sectionCount": 35,
    "hasOverview": true,
    "structuralScore": 15
  },
  "suggestedQuality": 100,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 2614,
  "unconvertedLinks": [
    {
      "text": "International AI Safety Report 2025",
      "url": "https://internationalaisafetyreport.org/publication/international-ai-safety-report-2025",
      "resourceId": "b163447fdc804872",
      "resourceTitle": "International AI Safety Report 2025"
    },
    {
      "text": "2025 International AI Safety Report",
      "url": "https://internationalaisafetyreport.org/publication/international-ai-safety-report-2025",
      "resourceId": "b163447fdc804872",
      "resourceTitle": "International AI Safety Report 2025"
    },
    {
      "text": "UK AISI Frontier AI Trends Report",
      "url": "https://www.aisi.gov.uk/frontier-ai-trends-report",
      "resourceId": "7042c7f8de04ccb1",
      "resourceTitle": "AISI Frontier AI Trends"
    },
    {
      "text": "CAIS overview of catastrophic AI risks",
      "url": "https://safe.ai/ai-risk",
      "resourceId": "100d9eb9a2e8ffa8",
      "resourceTitle": "Center for AI Safety: Catastrophic Risks"
    },
    {
      "text": "UK AISI",
      "url": "https://www.aisi.gov.uk/",
      "resourceId": "fdf68a8f30f57dee",
      "resourceTitle": "AI Safety Institute"
    },
    {
      "text": "International AI Safety Report",
      "url": "https://internationalaisafetyreport.org/",
      "resourceId": "0e18641415977ad6",
      "resourceTitle": "International AI Safety Report 2025"
    },
    {
      "text": "International AI Safety Report 2025",
      "url": "https://internationalaisafetyreport.org/publication/international-ai-safety-report-2025",
      "resourceId": "b163447fdc804872",
      "resourceTitle": "International AI Safety Report 2025"
    },
    {
      "text": "2025 AI Safety Index",
      "url": "https://futureoflife.org/ai-safety-index-summer-2025/",
      "resourceId": "df46edd6fa2078d1",
      "resourceTitle": "FLI AI Safety Index Summer 2025"
    },
    {
      "text": "International AI Safety Report 2025",
      "url": "https://internationalaisafetyreport.org/publication/international-ai-safety-report-2025",
      "resourceId": "b163447fdc804872",
      "resourceTitle": "International AI Safety Report 2025"
    },
    {
      "text": "CAIS AI Risk Overview",
      "url": "https://safe.ai/ai-risk",
      "resourceId": "100d9eb9a2e8ffa8",
      "resourceTitle": "Center for AI Safety: Catastrophic Risks"
    },
    {
      "text": "2025 AI Safety Index",
      "url": "https://futureoflife.org/ai-safety-index-summer-2025/",
      "resourceId": "df46edd6fa2078d1",
      "resourceTitle": "FLI AI Safety Index Summer 2025"
    }
  ],
  "unconvertedLinkCount": 11,
  "convertedLinkCount": 13,
  "backlinkCount": 3,
  "hallucinationRisk": {
    "level": "medium",
    "score": 55,
    "factors": [
      "no-citations"
    ]
  },
  "entityType": "analysis",
  "redundancy": {
    "maxSimilarity": 16,
    "similarPages": [
      {
        "id": "intervention-effectiveness-matrix",
        "title": "Intervention Effectiveness Matrix",
        "path": "/knowledge-base/models/intervention-effectiveness-matrix/",
        "similarity": 16
      },
      {
        "id": "compounding-risks-analysis",
        "title": "Compounding Risks Analysis",
        "path": "/knowledge-base/models/compounding-risks-analysis/",
        "similarity": 15
      },
      {
        "id": "technical-pathways",
        "title": "Technical Pathway Decomposition",
        "path": "/knowledge-base/models/technical-pathways/",
        "similarity": 15
      },
      {
        "id": "autonomous-weapons-escalation",
        "title": "Autonomous Weapons Escalation Model",
        "path": "/knowledge-base/models/autonomous-weapons-escalation/",
        "similarity": 14
      },
      {
        "id": "corrigibility-failure-pathways",
        "title": "Corrigibility Failure Pathways",
        "path": "/knowledge-base/models/corrigibility-failure-pathways/",
        "similarity": 14
      }
    ]
  },
  "coverage": {
    "passing": 9,
    "total": 13,
    "targets": {
      "tables": 10,
      "diagrams": 1,
      "internalLinks": 21,
      "externalLinks": 13,
      "footnotes": 8,
      "references": 8
    },
    "actuals": {
      "tables": 16,
      "diagrams": 1,
      "internalLinks": 49,
      "externalLinks": 32,
      "footnotes": 0,
      "references": 15,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "green",
      "internalLinks": "green",
      "externalLinks": "green",
      "footnotes": "red",
      "references": "green",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:5.5 R:6 A:7 C:7.5"
  },
  "readerRank": 51,
  "researchRank": 45,
  "recommendedScore": 194.24
}

No external links